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评价四个分子对接程序在一组多样化的蛋白质-配体复合物上的性能。

Evaluation of the performance of four molecular docking programs on a diverse set of protein-ligand complexes.

机构信息

State Key Laboratory of Bioorganic Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, People's Republic of China.

出版信息

J Comput Chem. 2010 Aug;31(11):2109-25. doi: 10.1002/jcc.21498.

Abstract

Many molecular docking programs are available nowadays, and thus it is of great practical value to evaluate and compare their performance. We have conducted an extensive evaluation of four popular commercial molecular docking programs, including Glide, GOLD, LigandFit, and Surflex. Our test set consists of 195 protein-ligand complexes with high-resolution crystal structures (resolution <or=2.5 A) and reliable binding data [dissociation constant (K(d)) or inhibition constant (K(i))], which are selected from the PDBbind database with an emphasis on diversity. The top-ranked solutions produced by these programs are compared to the native ligand binding poses observed in crystal structures. Glide and GOLD demonstrate better accuracy than the other two on the entire test set. Their results are also less sensitive to the starting structures for docking. Comparison of the results produced by these programs at three different computation levels reveal that their accuracy are not always proportional to CPU cost as one may expect. The binding scores of the top-ranked solutions produced by these programs are in low to moderate correlations with experimentally measured binding data. Further analyses on the outcomes of these programs on three suites of subsets of protein-ligand complexes indicate that these programs are less capable to handle really flexible ligands and relatively flat binding sites, and they have different preferences to hydrophilic/hydrophobic binding sites. Our evaluation can help other researchers to make reasonable choices among available molecular docking programs. It is also valuable for program developers to improve their methods further.

摘要

目前有许多分子对接程序可用,因此评估和比较它们的性能具有非常重要的实际价值。我们对四个流行的商业分子对接程序进行了广泛的评估,包括 Glide、GOLD、LigandFit 和 Surflex。我们的测试集由 195 个具有高分辨率晶体结构(分辨率<或=2.5 A)和可靠结合数据[解离常数(K(d))或抑制常数(K(i))]的蛋白质-配体复合物组成,这些复合物是从 PDBbind 数据库中选择的,重点是多样性。这些程序生成的排名最高的解决方案与晶体结构中观察到的天然配体结合构象进行了比较。Glide 和 GOLD 在整个测试集中的准确性都优于其他两个程序。它们的结果也不太受对接起始结构的影响。在三个不同的计算水平上比较这些程序生成的结果表明,它们的准确性并不总是与其预期的 CPU 成本成正比。这些程序生成的排名最高的解决方案的结合评分与实验测量的结合数据之间存在低到中度的相关性。对这些程序在三组蛋白质-配体复合物子集上的结果进行进一步分析表明,这些程序处理真正灵活的配体和相对平坦的结合位点的能力较差,它们对亲水性/疏水性结合位点有不同的偏好。我们的评估可以帮助其他研究人员在可用的分子对接程序之间做出合理的选择。它对于程序开发人员进一步改进他们的方法也很有价值。

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